Files
AnyImage/tools/node_assets/validate_cutout.py
nan 08309f719d feat: Implement cutout tool and depth generation features
- Added a new cutout tool for selecting regions in images, allowing users to choose mesh shapes based on selected areas.
- Introduced depth generation capabilities for rasterized images, including normal data extraction.
- Created jobs for generating depth planes and region data, enhancing the AI data generation workflow.
- Developed a selection refinement process for cutout regions, improving accuracy in generated outputs.
- Established a new region module for handling rasterized image regions and their associated AI generation tasks.
- Enhanced node graph builders for asset generation, facilitating smoother integration of new features.
2026-08-30 23:09:13 +08:00

440 lines
14 KiB
Python

from pathlib import Path
import sys
import bpy
PROJECT_ROOT = Path(__file__).parents[2]
sys.path.insert(0, str(PROJECT_ROOT / "src"))
sys.path.insert(
0,
str(next((PROJECT_ROOT / "src" / "anyimage" / "wheels").glob("blendjob-*.whl"))),
)
from anyimage.operators.cutout_tool import node_assets as cutout_nodes
from anyimage.operators.cutout_tool import shape_types as shapes
from anyimage.operators.common.mesh_result import (
modifier_input_identifier,
set_modifier_input,
)
def evaluated_mesh(obj):
evaluated = obj.evaluated_get(bpy.context.evaluated_depsgraph_get())
result = evaluated.to_mesh()
return evaluated, result
def input_names(group):
return [
item.name
for item in group.interface.items_tree
if item.item_type == "SOCKET" and item.in_out == "INPUT"
]
def grid_object(name):
vertices = [
(0.0, float(y), float(z))
for z in range(3)
for y in range(3)
]
faces = []
for z in range(2):
for y in range(2):
a = z * 3 + y
faces.extend(((a, a + 4, a + 1), (a, a + 3, a + 4)))
data = bpy.data.meshes.new(name)
data.from_pydata(vertices, (), faces)
uv_layer = data.uv_layers.new(name="UVMap")
for loop in data.loops:
coordinate = data.vertices[loop.vertex_index].co
uv_layer.data[loop.index].uv = (coordinate.y * 0.5, coordinate.z * 0.5)
obj = bpy.data.objects.new(name, data)
bpy.context.scene.collection.objects.link(obj)
return obj
def add_modifier(obj, shape, thickness):
group = cutout_nodes.cutout_node_group(shape)
modifier = obj.modifiers.new(group.name, "NODES")
modifier.node_group = group
for name, value in (
("Shape", shapes.CUTOUT_SHAPE_INDICES[shape]),
("Cleanup", 0.0),
("Smooth", 0.0),
("Smooth Iterations", 0),
("Thickness", thickness),
):
set_modifier_input(
modifier,
modifier_input_identifier(group, name),
value,
)
return modifier
def main():
bpy.ops.wm.read_factory_settings(use_empty=True)
wrapper = cutout_nodes.cutout_node_group("CUTOUT")
assert all(
cutout_nodes.cutout_node_group(shape) == wrapper
for shape in shapes.CUTOUT_SHAPES
)
assert wrapper.name == shapes.CUTOUT_NODE_GROUP_NAME
assert wrapper.is_modifier
groups = {
shape: bpy.data.node_groups[name]
for shape, name in shapes.CUTOUT_NODE_GROUP_NAMES.items()
}
assert all(not group.is_modifier for group in groups.values())
menu_switch = next(
node for node in wrapper.nodes
if node.bl_idname == "GeometryNodeMenuSwitch"
)
assert [item.name for item in menu_switch.enum_items] == list(
shapes.CUTOUT_SHAPE_LABELS.values()
)
assert any(
link.from_socket.name == "Shape"
and link.to_node == menu_switch
and link.to_socket.name == "Menu"
for link in wrapper.links
)
child_nodes = {
node.node_tree: node
for node in wrapper.nodes
if node.bl_idname == "GeometryNodeGroup"
}
assert set(child_nodes) == set(groups.values())
for shape, group in groups.items():
assert any(
link.from_node == child_nodes[group]
and link.to_node == menu_switch
and link.to_socket.name == shapes.CUTOUT_SHAPE_LABELS[shape]
for link in wrapper.links
)
assert input_names(wrapper) == [
"Geometry",
"Shape",
"Thickness",
"Depth Scale",
"Double Sided",
"Smooth Iterations",
"Cleanup",
"Smooth",
"Base Plane Depth",
"Depth Direction",
"Uniform Scale",
"Depth Image",
]
expected_inputs = {
"CUTOUT": ["Geometry", "Thickness"],
"BALLOON": ["Geometry", "Thickness"],
"DEPTH_BALLOON": [
"Geometry",
"Thickness",
"Depth Scale",
"Double Sided",
"Base Plane Depth",
"Depth Direction",
"Uniform Scale",
"Depth Image",
],
"DEPTH_SURFACE": [
"Geometry",
"Thickness",
"Depth Scale",
"Base Plane Depth",
"Uniform Scale",
"Depth Image",
],
}
for shape, group in groups.items():
assert input_names(group) == expected_inputs[shape]
dependencies = {}
for link in wrapper.links:
if link.from_node.bl_idname != "NodeGroupInput":
continue
if link.to_node.bl_idname != "GeometryNodeGroup":
continue
shape = next(
shape
for shape, group in groups.items()
if group == link.to_node.node_tree
)
dependencies.setdefault(link.from_socket.name, set()).add(shape)
assert dependencies == {
"Thickness": set(shapes.CUTOUT_SHAPES),
"Depth Scale": {"DEPTH_BALLOON", "DEPTH_SURFACE"},
"Double Sided": {"DEPTH_BALLOON"},
"Base Plane Depth": {"DEPTH_BALLOON", "DEPTH_SURFACE"},
"Depth Direction": {"DEPTH_BALLOON"},
"Uniform Scale": {"DEPTH_BALLOON", "DEPTH_SURFACE"},
"Depth Image": {"DEPTH_BALLOON", "DEPTH_SURFACE"},
}
repeat_counts = {
shape: sum(
node.bl_idname == "GeometryNodeRepeatInput"
for node in group.nodes
)
for shape, group in groups.items()
}
assert repeat_counts == {
"CUTOUT": 1,
"BALLOON": 0,
"DEPTH_BALLOON": 0,
"DEPTH_SURFACE": 1,
}
assert sum(
node.bl_idname == "GeometryNodeRepeatInput"
for node in wrapper.nodes
) == 1
assert sum(
node.bl_idname == "GeometryNodeInputMeshIsland"
for node in wrapper.nodes
) == 1
assert not any(
node.bl_idname == "GeometryNodeAttributeStatistic"
for node in wrapper.nodes
)
assert all(
not any(
node.bl_idname == "GeometryNodeInputMeshIsland"
for node in group.nodes
)
for group in groups.values()
)
assert any(
node.bl_idname == "GeometryNodeBlurAttribute"
for node in wrapper.nodes
)
smooth = next(
item
for item in wrapper.interface.items_tree
if item.item_type == "SOCKET" and item.name == "Smooth"
)
iterations = next(
item
for item in wrapper.interface.items_tree
if item.item_type == "SOCKET" and item.name == "Smooth Iterations"
)
cleanup = next(
item
for item in wrapper.interface.items_tree
if item.item_type == "SOCKET" and item.name == "Cleanup"
)
assert cleanup.default_value == 0.0
assert cleanup.subtype == "NONE"
cleanup_scale = next(
link.to_node
for link in wrapper.links
if link.from_socket.name == "Cleanup"
and link.from_node.bl_idname == "NodeGroupInput"
)
assert cleanup_scale.bl_idname == "ShaderNodeMath"
assert cleanup_scale.operation == "MULTIPLY"
assert abs(cleanup_scale.inputs[1].default_value - 0.01) < 1e-7
assert smooth.default_value == 1.0
assert iterations.default_value == 0
assert iterations.min_value == 0
assert getattr(iterations.parent, "name", "") == ""
assert all(
not any(
node.bl_idname == "GeometryNodeBlurAttribute"
for node in group.nodes
)
for group in groups.values()
)
for group in (wrapper, *groups.values()):
assert all(not node.label for node in group.nodes)
assert all(
link.from_node.location.x <= link.to_node.location.x
for link in group.links
)
group_nodes = list(group.nodes)
assert len({tuple(node.location) for node in group_nodes}) == len(group_nodes)
for index, node in enumerate(group_nodes):
for other in group_nodes[index + 1:]:
assert not (
abs(node.location.x - other.location.x) < 150.0
and abs(node.location.y - other.location.y) < 100.0
)
for group_input in (
node for node in group_nodes if node.bl_idname == "NodeGroupInput"
):
assert all(
output.is_linked or output.hide
for output in group_input.outputs
if output.name
)
for item in group.interface.items_tree:
if item.item_type == "SOCKET" and item.in_out == "INPUT":
assert item.structure_type == "SINGLE"
surface = grid_object("Surface Validation")
add_modifier(surface, "CUTOUT", 2.4)
evaluated, result = evaluated_mesh(surface)
try:
assert len(result.vertices) == 34
assert len(result.polygons) == 40
side_faces = [
polygon for polygon in result.polygons
if abs(polygon.normal.x) < 0.1
]
assert len(side_faces) == 24
finally:
evaluated.to_mesh_clear()
balloon = grid_object("Balloon Validation")
profile = balloon.data.attributes.new(
shapes.BALLOON_ATTRIBUTE_NAME, "FLOAT", "POINT"
)
profile.data.foreach_set(
"value",
(0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0),
)
modifier = add_modifier(balloon, "BALLOON", 1.0)
evaluated, result = evaluated_mesh(balloon)
try:
initial_faces = len(result.polygons)
initial_extent = max(abs(vertex.co.x) for vertex in result.vertices)
finally:
evaluated.to_mesh_clear()
set_modifier_input(
modifier,
modifier_input_identifier(modifier.node_group, "Thickness"),
2.0,
)
balloon.update_tag(refresh={"DATA"})
bpy.context.view_layer.update()
evaluated, result = evaluated_mesh(balloon)
try:
assert len(result.polygons) == initial_faces
extent = max(abs(vertex.co.x) for vertex in result.vertices)
assert abs(extent - initial_extent * 2.0) < 1e-5
finally:
evaluated.to_mesh_clear()
depth_balloon = grid_object("Depth Balloon Metric Validation")
profile = depth_balloon.data.attributes.new(
shapes.BALLOON_ATTRIBUTE_NAME, "FLOAT", "POINT"
)
profile.data.foreach_set("value", (1.0,) * 9)
modifier = add_modifier(depth_balloon, "DEPTH_BALLOON", 0.0)
point_image = bpy.data.images.new(
"Depth Balloon Points",
width=3,
height=3,
alpha=True,
float_buffer=True,
)
point_image.colorspace_settings.name = "Non-Color"
point_image.alpha_mode = "CHANNEL_PACKED"
pixels = []
for z in range(3):
for y in range(3):
if (y, z) == (1, 1):
depth = 1.5
elif (y, z) == (0, 0):
depth = 2.5
else:
depth = 2.0
pixels.extend((0.0, 0.0, depth, 0.0))
point_image.pixels.foreach_set(pixels)
for name, value in (
("Depth Image", point_image),
("Depth Scale", 1.0),
("Uniform Scale", 1.0),
("Base Plane Depth", 2.0),
("Depth Direction", (0.0, 0.0, 1.0)),
):
set_modifier_input(
modifier,
modifier_input_identifier(modifier.node_group, name),
value,
)
depth_balloon.update_tag(refresh={"DATA"})
bpy.context.view_layer.update()
evaluated, result = evaluated_mesh(depth_balloon)
try:
x_values = [vertex.co.x for vertex in result.vertices]
assert abs(min(x_values) + 0.5) < 1e-5
assert abs(max(x_values)) < 1e-5
finally:
evaluated.to_mesh_clear()
pixels[(1 * 3 + 1) * 4 + 3] = -1.0
point_image.pixels.foreach_set(pixels)
point_image.update()
depth_balloon.update_tag(refresh={"DATA"})
bpy.context.view_layer.update()
evaluated, result = evaluated_mesh(depth_balloon)
try:
x_values = [vertex.co.x for vertex in result.vertices]
assert abs(min(x_values) + 0.5) < 1e-5
assert abs(max(x_values)) < 1e-5
finally:
evaluated.to_mesh_clear()
depth_surface = grid_object("Depth Surface Projection Validation")
modifier = add_modifier(depth_surface, "DEPTH_SURFACE", 0.0)
point_image = bpy.data.images.new(
"Depth Surface Points",
width=3,
height=3,
alpha=True,
float_buffer=True,
)
point_image.colorspace_settings.name = "Non-Color"
point_image.alpha_mode = "CHANNEL_PACKED"
pixels = []
for z in range(3):
for y in range(3):
pixels.extend((-y * 0.5, -z * 0.5, 2.0 + y * 0.25, 0.0))
point_image.pixels.foreach_set(pixels)
for name, value in (
("Depth Image", point_image),
("Depth Scale", 1.0),
("Uniform Scale", 1.0),
("Base Plane Depth", 2.0),
("Smooth Iterations", 0),
):
set_modifier_input(
modifier,
modifier_input_identifier(modifier.node_group, name),
value,
)
depth_surface.update_tag(refresh={"DATA"})
bpy.context.view_layer.update()
evaluated, result = evaluated_mesh(depth_surface)
try:
coordinates = [tuple(vertex.co) for vertex in result.vertices]
assert all(
all(abs(actual - expected) < 1e-5 for actual, expected in zip(point, target))
for point, target in zip(
coordinates,
(
(y * 0.25, y * 0.5, z * 0.5)
for z in range(3)
for y in range(3)
),
)
)
finally:
evaluated.to_mesh_clear()
print(
f"Validated Blender {bpy.app.version_string}: "
f"{wrapper.name} wrapping "
f"{', '.join(group.name for group in groups.values())}"
)
if __name__ == "__main__":
main()